一些关于目标检测的脚本的改进思路代码

# YOLO-Improve 这个项目主要是提供一些关于yolo系列模型的改进思路，效果因数据集和参数而异，仅作参考。 # Explanation - **iou** 添加EIOU，SIOU，ALPHA-IOU, FocalEIOU, Wise-IOU到yolov5,yolov8的box_iou中. 1. yolov5 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1KM411b7Sz/). 博客地址：[CSDN](https://blog.csdn.net/qq_37706472/article/details/128737484?spm=1001.2014.3001.5501). #### 2023-2-8 更新: 新增[Wise-IoU](https://arxiv.org/abs/2301.10051) 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1tG4y1N7Gk/). reference:[github](https://github.com/Instinct323/wiou) 2. yolov8 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1PY4y1o7Hm/). 博客地址：[CSDN](https://blog.csdn.net/qq_37706472/article/details/128743012?spm=1001.2014.3001.5502). #### 2023-2-7 更新: 新增[Wise-IoU](https://arxiv.org/abs/2301.10051) 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1De4y1N7Mb/). reference:[github](https://github.com/Instinct323/wiou) - **yolov5-GFPN** 使用DAMO-YOLO中的GFPN替换YOLOV5中的Head. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1iR4y1a7bx/). - **yolov5-C2F** 使用yolov8中的C2F模块替换yolov5中的C3模块.(这个操作比较简单，因此就不提供代码，直接看视频操作一下即可) 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1rx4y1g7xt/). - **yolov7-iou** 添加EIOU，SIOU，ALPHA-IOU, FocalEIOU, Wise-IOU到yolov7的box_iou中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1zx4y177EF/). 博客地址：[CSDN](https://blog.csdn.net/qq_37706472/article/details/128780275?spm=1001.2014.3001.5502). #### 2023-2-11 更新: 新增[Wise-IoU](https://arxiv.org/abs/2301.10051) 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1yv4y147kf/). reference:[github](https://github.com/Instinct323/wiou) - **yolov5-OTA** 添加Optimal Transport Assignment到yolov5的Loss中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1xD4y1J76n/). - **yolov5-DCN** 添加Deformable convolution V2到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1rT411Q76q/). - **yolov8-DCN** 添加Deformable convolution V2到yolov8中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1Fo4y1i7Mm/). - **yolov7-DCN** 添加Deformable convolution V2到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV17R4y1q7vr/). - **yolov5-AUX** 添加辅助训练分支到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1Fo4y1v7bi/). 原理参考链接：[知乎](https://zhuanlan.zhihu.com/p/588947172) - **CAM** 添加context augmentation module到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV17b411d7ef/). paper：[链接](https://openreview.net/pdf?id=q2ZaVU6bEsT) - **yolov5-SAConv** 添加SAC到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1xD4y1u7NU/). paper：[链接](https://arxiv.org/pdf/2006.02334.pdf) reference: [链接](https://github.com/joe-siyuan-qiao/DetectoRS) - **yolov7-SAConv** 添加SAC到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1xD4y1u7NU/). paper：[链接](https://arxiv.org/pdf/2006.02334.pdf) reference: [链接](https://github.com/joe-siyuan-qiao/DetectoRS) - **yolov5-CoordConv** 添加CoordConv到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1ng4y1E7rS/). reference: [链接](https://blog.csdn.net/qq_35608277/article/details/125257225) - **yolov5-soft-nms** 添加soft-nms(IoU,GIoU,DIoU,CIoU,EIoU,SIoU)到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1cM41147Ry/). - **yolov7-CoordConv** 添加CoordConv到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1K54y1g7ye/). reference: [链接](https://blog.csdn.net/qq_35608277/article/details/125257225) - **yolov7-soft-nms** 添加soft-nms(IoU,GIoU,DIoU,CIoU,EIoU,SIoU)到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1ZY41167iC/). - **yolov5-DSConv** 添加DSConv到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1iT411a7Mi/). paper: [链接](https://arxiv.org/abs/1901.01928) reference: [链接](https://github.com/ActiveVisionLab/DSConv) - **yolov7-DSConv** 添加DSConv到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1724y1b7PD/). paper: [链接](https://arxiv.org/abs/1901.01928) reference: [链接](https://github.com/ActiveVisionLab/DSConv) - **yolov5-DCNV3** 添加DCNV3到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1LY411z7iE/). 补充事项-视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1Dv4y1j7ij/). paper: [链接](https://arxiv.org/abs/2211.05778) reference: [链接](https://github.com/OpenGVLab/InternImage) - **yolov5-NWD** 添加Normalized Gaussian Wasserstein Distance到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1zY4y197UP/). paper: [链接](https://arxiv.org/abs/2110.13389) reference: [链接](https://github.com/jwwangchn/NWD) - **yolov7-DCNV3** 添加DCNV3到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1LY411z7iE/). paper: [链接](https://arxiv.org/abs/2211.05778) reference: [链接](https://github.com/OpenGVLab/InternImage) - **yolov7-DCNV3** 添加DCNV3到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1mk4y1h7us/). paper: [链接](https://arxiv.org/abs/2211.05778) reference: [链接](https://github.com/OpenGVLab/InternImage) - **yolov5-DecoupledHead** 添加Efficient-DecoupledHead到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1mk4y1h7us/). paper: [yolov6链接](https://arxiv.org/pdf/2301.05586.pdf) reference: [链接](https://github.com/meituan/YOLOv6/blob/main/yolov6/models/effidehead.py) - **yolov5-FasterBlock** 添加FasterNet中的Faster-Block到yolov5中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1Bs4y1H7Ph/). paper: [链接](https://arxiv.org/abs/2303.03667) reference: [链接](https://github.com/JierunChen/FasterNet) - **yolov7-NWD** 添加Normalized Gaussian Wasserstein Distance到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1kM411H7g1/). paper: [链接](https://arxiv.org/abs/2110.13389) reference: [链接](https://github.com/jwwangchn/NWD) - **yolov7-DecoupledHead** 添加具有隐式知识学习的Efficient-DecoupledHead到yolov7中. 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1tg4y1x7ha/). paper: [yolov6链接](https://arxiv.org/pdf/2301.05586.pdf) [yolor链接](https://arxiv.org/abs/2105.04206) [yolor参考博客](https://blog.csdn.net/AaronYKing/article/details/123804988) reference: [链接](https://github.com/meituan/YOLOv6/blob/main/yolov6/models/effidehead.py) - **yolov5-backbone** 添加Timm支持的主干到yolov5中. 需要安装timm库. 命令: pip install -i https://pypi.tuna.tsinghua.edu.cn/simple timm 视频教学地址：[哔哩哔哩](https://www.bilibili.com/video/BV1Mx4y1A7jy/). reference: [链接](https://github.com/huggingface/pytorch-image-models